{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AdventureWorks - Predicting customer churn\n",
    "\n",
    "In this notebook, we will demonstrate how getML can be used for a customer churn project using a synthetic dataset of a fictional company.\n",
    "\n",
    "Summary:\n",
    "\n",
    "- Prediction type: __Classification model__\n",
    "- Domain: __Customer loyalty__\n",
    "- Prediction target: __churn__ \n",
    "- Population size: __19704__\n",
    "\n",
    "_Author: Dr. Patrick Urbanke_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Background\n",
    "\n",
    "[AdventureWorks](https://github.com/Microsoft/sql-server-samples/releases/tag/adventureworks) is a fictional company that sells bicycles. It is used by Microsoft to showcase how its MS SQL Server can be used to manage business data. Since this dataset resembles a real-world customer database and it is open-source, we will use it to showcase how getML can be used for a classic customer churn project (real customer databases are not easily available for the purposes of showcasing and benchmarking, for reasons of data privacy).\n",
    "\n",
    "The dataset has been downloaded from the [CTU Prague relational learning repository](https://relational.fit.cvut.cz/dataset/AdventureWorks) (Motl and Schulte, 2015)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get started with the analysis and set up your session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "getML engine is already running.\n",
      "Loading pipelines... 100% |██████████| [elapsed: 00:01, remaining: 00:00]          \n",
      "\n",
      "Connected to project 'adventure_works'\n"
     ]
    }
   ],
   "source": [
    "import copy\n",
    "import os\n",
    "from urllib import request\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.display import Image\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline  \n",
    "\n",
    "import getml\n",
    "\n",
    "getml.engine.launch()\n",
    "getml.set_project('adventure_works')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Download from source\n",
    "\n",
    "We begin by downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Connection(dbname='AdventureWorks2014',\n",
       "           dialect='mysql',\n",
       "           host='relational.fit.cvut.cz',\n",
       "           port=3306)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conn = getml.database.connect_mariadb(\n",
    "    host=\"relational.fit.cvut.cz\",\n",
    "    dbname=\"AdventureWorks2014\",\n",
    "    port=3306,\n",
    "    user=\"guest\",\n",
    "    password=\"relational\"\n",
    ")\n",
    "\n",
    "conn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def load_if_needed(name):\n",
    "    \"\"\"\n",
    "    Loads the data from the relational learning\n",
    "    repository, if the data frame has not already\n",
    "    been loaded.\n",
    "    \"\"\"\n",
    "    if not getml.data.exists(name):\n",
    "        data_frame = getml.DataFrame.from_db(\n",
    "            name=name,\n",
    "            table_name=name,\n",
    "            conn=conn\n",
    "        )\n",
    "        data_frame.save()\n",
    "    else:\n",
    "        data_frame = getml.data.load_data_frame(name)\n",
    "    return data_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "product = load_if_needed(\"Product\")\n",
    "sales_order_detail = load_if_needed(\"SalesOrderDetail\")\n",
    "sales_order_header = load_if_needed(\"SalesOrderHeader\")\n",
    "sales_order_reason = load_if_needed(\"SalesOrderHeaderSalesReason\")\n",
    "special_offer = load_if_needed(\"SpecialOffer\")\n",
    "store = load_if_needed(\"Store\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Bearing Ball</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BA-8327</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">58AE3C20-4F3A-4749-A7D4-D568806C...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB Ball Bearing</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BE-2349</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9C21AED2-5BFA-4F18-BCB8-F11638DC...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Headset Ball Bearings</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BE-2908</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ECFED6CB-51FF-49B5-B06C-7D8AC834...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">316</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Blade</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BL-2036</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">E73E9750-603B-4131-89F5-3DD15ED5...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>499</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">995</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">500</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">375</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">96</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ML Bottom Bracket</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB-8107</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">44.9506</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">101.2400</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">G</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">168.00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">71AB847F-D091-42D6-B735-7B0C2D82...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>500</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">996</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">500</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">375</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">97</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">HL Bottom Bracket</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB-9108</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">53.9416</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">121.4900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">G</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">170.00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">H</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">230C47C5-08B2-4CE3-B706-69C0BDD6...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>501</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">997</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">31</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">343.6496</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">539.9900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">19.77</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">44CE4802-409F-43AB-9B27-CA534218...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>502</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">998</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">31</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">343.6496</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">539.9900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">20.13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">3DE9A212-1D49-40B6-B10A-F564D981...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>503</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">999</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">31</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">343.6496</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">539.9900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">20.42</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">AE638923-2B67-4679-B90E-ABBAB17D...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    504 rows x 25 columns<br />\n",
       "    memory usage: 0.17 MB<br />\n",
       "    name: Product<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name      ProductID       MakeFlag   FinishedGoodsFlag   SafetyStockLevel   ...   SellStartDate         SellEndDate  \n",
       "role   unused_float   unused_float        unused_float       unused_float   ...   unused_string         unused_string\n",
       "   0              1              0                   0               1000   ...   2008-04-30 00:00:00   NULL         \n",
       "   1              2              0                   0               1000   ...   2008-04-30 00:00:00   NULL         \n",
       "   2              3              1                   0                800   ...   2008-04-30 00:00:00   NULL         \n",
       "   3              4              0                   0                800   ...   2008-04-30 00:00:00   NULL         \n",
       "   4            316              1                   0                800   ...   2008-04-30 00:00:00   NULL         \n",
       "                ...            ...                 ...                ...         ...                   ...          \n",
       " 499            995              1                   1                500   ...   2013-05-30 00:00:00   NULL         \n",
       " 500            996              1                   1                500   ...   2013-05-30 00:00:00   NULL         \n",
       " 501            997              1                   1                100   ...   2013-05-30 00:00:00   NULL         \n",
       " 502            998              1                   1                100   ...   2013-05-30 00:00:00   NULL         \n",
       " 503            999              1                   1                100   ...   2013-05-30 00:00:00   NULL         \n",
       "\n",
       "name   DiscontinuedDate   rowguid                            ModifiedDate       \n",
       "role   unused_string      unused_string                      unused_string      \n",
       "   0   NULL               694215B7-08F7-4C0D-ACB1-D734BA44...   2014-02-08 10:01:36\n",
       "   1   NULL               58AE3C20-4F3A-4749-A7D4-D568806C...   2014-02-08 10:01:36\n",
       "   2   NULL               9C21AED2-5BFA-4F18-BCB8-F11638DC...   2014-02-08 10:01:36\n",
       "   3   NULL               ECFED6CB-51FF-49B5-B06C-7D8AC834...   2014-02-08 10:01:36\n",
       "   4   NULL               E73E9750-603B-4131-89F5-3DD15ED5...   2014-02-08 10:01:36\n",
       "       ...                ...                                ...                \n",
       " 499   NULL               71AB847F-D091-42D6-B735-7B0C2D82...   2014-02-08 10:01:36\n",
       " 500   NULL               230C47C5-08B2-4CE3-B706-69C0BDD6...   2014-02-08 10:01:36\n",
       " 501   NULL               44CE4802-409F-43AB-9B27-CA534218...   2014-02-08 10:01:36\n",
       " 502   NULL               3DE9A212-1D49-40B6-B10A-F564D981...   2014-02-08 10:01:36\n",
       " 503   NULL               AE638923-2B67-4679-B90E-ABBAB17D...   2014-02-08 10:01:36\n",
       "\n",
       "\n",
       "504 rows x 25 columns\n",
       "memory usage: 0.17 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43659</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "              \n",
       "          \n",
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       "              \n",
       "              \n",
       "          \n",
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       "              <span class=\"left\">1</span\n",
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       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">776</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2024.9940</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2024.994000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">B207C96D-D9E6-402B-8470-2CC176C4...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "          \n",
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       "          \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">777</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2024.9940</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
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       "            <td class=\"unused_string\">6074.982000</td>\n",
       "          \n",
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       "            <td class=\"unused_string\">7ABB600D-1E77-41BE-9FE5-B9142CFC...</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
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       "    \n",
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       "        <th>2</th>\n",
       "        \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43659</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "              >\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">778</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2024.9940</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2024.994000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">475CF8C6-49F6-486E-B0AD-AFC6A50C...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43659</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">771</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2039.9940</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2039.994000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">04C4DE91-5815-45D6-8670-F462719F...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43659</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">772</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2039.9940</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2039.994000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">5A74C7D2-E641-438E-A7AC-37BF2328...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121312</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75122</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">121313</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">878</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">21.9800</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">21.980000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8CAD6675-18CC-4F47-8287-97B41A8E...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121313</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75122</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">121314</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">712</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8.9900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8.990000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">84F1C363-1C50-4442-BE16-541C59B6...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121314</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75123</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">121315</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">878</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">21.9800</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">21.980000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C18B6476-429F-4BB1-828E-2BE5F82A...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121315</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75123</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">121316</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">879</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">159.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">159.000000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">75A89C6A-C60A-47EA-8A52-B52A9C43...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121316</th>\n",
       "        \n",
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       "            \n",
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       "              \n",
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       "              <span class=\"left\">75123</span\n",
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       "                >&nbsp;</span\n",
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       "            \n",
       "              \n",
       "              \n",
       "          \n",
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       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">712</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8.9900</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8.990000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">73646D26-0461-450D-8019-2C6C8586...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    121317 rows x 11 columns<br />\n",
       "    memory usage: 21.60 MB<br />\n",
       "    name: SalesOrderDetail<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name   SalesOrderID   SalesOrderDetailID       OrderQty      ProductID   ...   UnitPrice       UnitPriceDiscount\n",
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       "     0          43659                    1              1            776   ...   2024.9940       0.0000           \n",
       "     1          43659                    2              3            777   ...   2024.9940       0.0000           \n",
       "     2          43659                    3              1            778   ...   2024.9940       0.0000           \n",
       "     3          43659                    4              1            771   ...   2039.9940       0.0000           \n",
       "     4          43659                    5              1            772   ...   2039.9940       0.0000           \n",
       "                  ...                  ...            ...            ...         ...             ...              \n",
       "121312          75122               121313              1            878   ...   21.9800         0.0000           \n",
       "121313          75122               121314              1            712   ...   8.9900          0.0000           \n",
       "121314          75123               121315              1            878   ...   21.9800         0.0000           \n",
       "121315          75123               121316              1            879   ...   159.0000        0.0000           \n",
       "121316          75123               121317              1            712   ...   8.9900          0.0000           \n",
       "\n",
       "  name   LineTotal       rowguid                            ModifiedDate       \n",
       "  role   unused_string   unused_string                      unused_string      \n",
       "     0   2024.994000     B207C96D-D9E6-402B-8470-2CC176C4...   2011-05-31 00:00:00\n",
       "     1   6074.982000     7ABB600D-1E77-41BE-9FE5-B9142CFC...   2011-05-31 00:00:00\n",
       "     2   2024.994000     475CF8C6-49F6-486E-B0AD-AFC6A50C...   2011-05-31 00:00:00\n",
       "     3   2039.994000     04C4DE91-5815-45D6-8670-F462719F...   2011-05-31 00:00:00\n",
       "     4   2039.994000     5A74C7D2-E641-438E-A7AC-37BF2328...   2011-05-31 00:00:00\n",
       "         ...             ...                                ...                \n",
       "121312   21.980000       8CAD6675-18CC-4F47-8287-97B41A8E...   2014-06-30 00:00:00\n",
       "121313   8.990000        84F1C363-1C50-4442-BE16-541C59B6...   2014-06-30 00:00:00\n",
       "121314   21.980000       C18B6476-429F-4BB1-828E-2BE5F82A...   2014-06-30 00:00:00\n",
       "121315   159.000000      75A89C6A-C60A-47EA-8A52-B52A9C43...   2014-06-30 00:00:00\n",
       "121316   8.990000        73646D26-0461-450D-8019-2C6C8586...   2014-06-30 00:00:00\n",
       "\n",
       "\n",
       "121317 rows x 11 columns\n",
       "memory usage: 21.60 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_order_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">79B65321-39CA-4115-9CBA-8FE0903E...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43660</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29672</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">279</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5618</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43660</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18850127500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000117</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">115213Vi29411</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1294.2529</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">124.2483</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">38.8276</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1457.3288</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">738DC42D-D03B-48A1-9822-F95A67EA...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43661</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29734</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">282</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1346</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43661</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18473189620</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000442</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">85274Vi6854</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">32726.4786</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">3153.7696</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">985.5530</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">36865.8012</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D91B9131-18A4-4A11-BC3A-90B6F53E...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43662</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29994</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">282</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">10456</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43662</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18444174044</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000227</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">125295Vi53935</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">28832.5289</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2775.1646</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">867.2389</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">32474.9324</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4A1ECFC0-CC3A-4740-B028-1C50BB48...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">43663</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29565</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">276</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4322</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43663</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18009186470</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000510</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">45303Vi22691</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">419.4589</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">40.2681</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">12.5838</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">472.3108</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9B1E7A40-6AE0-4AD3-811C-A6495185...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-06-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31460</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75119</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">11981</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">17649</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">17649</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6761</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75119</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-011981</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">429826Vi35166</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">42.2800</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">3.3824</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1.0570</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">46.7194</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9382F1C9-383A-435F-9449-0EECEA21...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31461</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75120</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">18749</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">28374</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">28374</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8925</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75120</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-018749</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">929849Vi46003</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">84.9600</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">6.7968</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2.1240</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">93.8808</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">AE6A4FCF-FF73-4CD4-AF2C-5993D00D...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31462</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75121</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">15251</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26553</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26553</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14220</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75121</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-015251</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">529864Vi73738</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">74.9800</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">5.9984</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1.8745</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">82.8529</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D7395C0E-00CB-4BFA-A238-0D6A9F49...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31463</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75122</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">15868</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">18719</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-12 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75122</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-015868</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">330022Vi97312</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">30.9700</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2.4776</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.7743</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">34.2219</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4221035A-4159-492F-AF40-4363A64F...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-07-07 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31464</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">75123</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">18759</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14024</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14024</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">10084</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
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       "        ...                                ...                \n",
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       "31462   D7395C0E-00CB-4BFA-A238-0D6A9F49...   2014-07-07 00:00:00\n",
       "31463   4221035A-4159-492F-AF40-4363A64F...   2014-07-07 00:00:00\n",
       "31464   D54752FF-2B54-4BE5-95EA-3B72289C...   2014-07-07 00:00:00\n",
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       "  .char-align {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  span.left {\n",
       "    text-align: right;\n",
       "    width: 3em;\n",
       "  }\n",
       "  span.right {\n",
       "    float: right;\n",
       "    text-align: left;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">SpecialOfferID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">      MinQty</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">      MaxQty</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Description                     </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">DiscountPct  </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Type                </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Category     </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">StartDate          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">EndDate            </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">rowguid                         </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">ModifiedDate       </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">  unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string       </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-11-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0290C4F5-191F-4337-AB6B-0A2DDE03...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-04-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">11</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount 11 to 14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0200</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D7542EE7-15DB-4541-985C-5CC27AEF...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">15</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">24</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount 15 to 24</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.0500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4BDBCC01-8CF7-40A9-B643-40EC5B71...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">25</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount 25 to 40</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.1000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">504B5E85-8F3F-4EBC-9E1D-C1BC5DEA...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">41</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">60</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount 41 to 60</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.1500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">677E1D9D-944F-4E81-90E8-47EB0A82...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>11</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">12</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LL Road Frame Sale</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.3500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Excess Inventory</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-07-14 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C0AF1C89-9722-4235-9248-3FBA4D9E...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>12</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Touring-3000 Promotion</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.1500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">New Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-08-29 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">5061CCE4-E021-45A8-9A75-DFB36CBB...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>13</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Touring-1000 Promotion</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.2000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">New Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-08-29 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1AF84A9E-A98C-4BD9-B48F-DC2B8B6B...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>14</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">15</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Half-Price Pedal Sale</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.5000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Seasonal Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Customer</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-07-14 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-08-14 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">03E3594D-6EBB-46A6-B8EE-A9289C0C...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-06-14 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>15</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">16</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Mountain-500 Silver Clearance Sa...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0.4000</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Discontinued Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-03-31 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">EB7CB484-BCCF-4D2D-BF73-521B2001...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-03-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    16 rows x 11 columns<br />\n",
       "    memory usage: 0.00 MB<br />\n",
       "    name: SpecialOffer<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name   SpecialOfferID         MinQty         MaxQty   Description                        ...   Category     \n",
       "role     unused_float   unused_float   unused_float   unused_string                      ...   unused_string\n",
       "   0                1              0           nan    No Discount                        ...   No Discount  \n",
       "   1                2             11            14    Volume Discount 11 to 14           ...   Reseller     \n",
       "   2                3             15            24    Volume Discount 15 to 24           ...   Reseller     \n",
       "   3                4             25            40    Volume Discount 25 to 40           ...   Reseller     \n",
       "   4                5             41            60    Volume Discount 41 to 60           ...   Reseller     \n",
       "                  ...            ...            ...   ...                                      ...          \n",
       "  11               12              0           nan    LL Road Frame Sale                 ...   Reseller     \n",
       "  12               13              0           nan    Touring-3000 Promotion             ...   Reseller     \n",
       "  13               14              0           nan    Touring-1000 Promotion             ...   Reseller     \n",
       "  14               15              0           nan    Half-Price Pedal Sale              ...   Customer     \n",
       "  15               16              0           nan    Mountain-500 Silver Clearance Sa...   ...   Reseller     \n",
       "\n",
       "name   StartDate             EndDate               rowguid                            ModifiedDate       \n",
       "role   unused_string         unused_string         unused_string                      unused_string      \n",
       "   0   2011-05-01 00:00:00   2014-11-30 00:00:00   0290C4F5-191F-4337-AB6B-0A2DDE03...   2011-04-01 00:00:00\n",
       "   1   2011-05-31 00:00:00   2014-05-30 00:00:00   D7542EE7-15DB-4541-985C-5CC27AEF...   2011-05-01 00:00:00\n",
       "   2   2011-05-31 00:00:00   2014-05-30 00:00:00   4BDBCC01-8CF7-40A9-B643-40EC5B71...   2011-05-01 00:00:00\n",
       "   3   2011-05-31 00:00:00   2014-05-30 00:00:00   504B5E85-8F3F-4EBC-9E1D-C1BC5DEA...   2011-05-01 00:00:00\n",
       "   4   2011-05-31 00:00:00   2014-05-30 00:00:00   677E1D9D-944F-4E81-90E8-47EB0A82...   2011-05-01 00:00:00\n",
       "       ...                   ...                   ...                                ...                \n",
       "  11   2013-05-30 00:00:00   2013-07-14 00:00:00   C0AF1C89-9722-4235-9248-3FBA4D9E...   2013-04-30 00:00:00\n",
       "  12   2013-05-30 00:00:00   2013-08-29 00:00:00   5061CCE4-E021-45A8-9A75-DFB36CBB...   2013-04-30 00:00:00\n",
       "  13   2013-05-30 00:00:00   2013-08-29 00:00:00   1AF84A9E-A98C-4BD9-B48F-DC2B8B6B...   2013-04-30 00:00:00\n",
       "  14   2013-07-14 00:00:00   2013-08-14 00:00:00   03E3594D-6EBB-46A6-B8EE-A9289C0C...   2013-06-14 00:00:00\n",
       "  15   2014-03-31 00:00:00   2014-05-30 00:00:00   EB7CB484-BCCF-4D2D-BF73-521B2001...   2014-03-01 00:00:00\n",
       "\n",
       "\n",
       "16 rows x 11 columns\n",
       "memory usage: 0.00 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "special_offer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>name</th>\n",
       "        \n",
       "      \n",
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       "          <th class=\"unused_float\">BusinessEntityID</th>\n",
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       "          <th class=\"unused_string\">Name                          </th>\n",
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       "          <th class=\"unused_string\">Demographics                    </th>\n",
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       "        \n",
       "          <th class=\"unused_string\">rowguid                         </th>\n",
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       "        \n",
       "          <th class=\"unused_string\">ModifiedDate       </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">role</th>\n",
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       "            <th class=\"sub-header unused_float\">    unused_float</th>\n",
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       "  <tbody>\n",
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       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">292</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">279</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Next-Door Bike Store</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A22517E3-848D-4EBE-B9D9-7437F343...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">294</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">276</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Professional Sales and Service</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">B50CA50B-C601-4A13-B07E-2C63862D...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">296</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">277</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Riders Company</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">337C3688-1339-4E1A-A08A-B54B2356...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">298</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">275</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">The Bike Mechanics</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">7894F278-F0C8-4D16-BD75-213FDBF1...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">300</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">286</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Nationwide Supply</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C3FC9705-A8C4-4F3A-9550-EB2FA4B7...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>696</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1988</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">282</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Retreat Inn</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">EA21EC81-1BFA-4A07-9B4D-73D9852A...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>697</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1990</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">281</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Technical Parts Manufacturing</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C8E3C4ED-8F58-4DB2-B600-E0CD11D9...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>698</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1992</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">277</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Totes &amp; Baskets Company</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CE860B58-643C-4567-BFD8-06E97969...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>699</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1994</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">277</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">World of Bikes</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0C10F2B6-A13A-440C-9C25-5B28D482...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>700</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2051</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">275</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A Bicycle Association</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">82237172-D3FE-4A95-82EF-636F6552...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    701 rows x 6 columns<br />\n",
       "    memory usage: 0.38 MB<br />\n",
       "    name: Store<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name   BusinessEntityID   SalesPersonID   Name                             Demographics                    \n",
       "role       unused_float    unused_float   unused_string                    unused_string                   \n",
       "   0                292             279   Next-Door Bike Store             <StoreSurvey xmlns=\"http://schem...\n",
       "   1                294             276   Professional Sales and Service   <StoreSurvey xmlns=\"http://schem...\n",
       "   2                296             277   Riders Company                   <StoreSurvey xmlns=\"http://schem...\n",
       "   3                298             275   The Bike Mechanics               <StoreSurvey xmlns=\"http://schem...\n",
       "   4                300             286   Nationwide Supply                <StoreSurvey xmlns=\"http://schem...\n",
       "                    ...             ...   ...                              ...                             \n",
       " 696               1988             282   Retreat Inn                      <StoreSurvey xmlns=\"http://schem...\n",
       " 697               1990             281   Technical Parts Manufacturing    <StoreSurvey xmlns=\"http://schem...\n",
       " 698               1992             277   Totes & Baskets Company          <StoreSurvey xmlns=\"http://schem...\n",
       " 699               1994             277   World of Bikes                   <StoreSurvey xmlns=\"http://schem...\n",
       " 700               2051             275   A Bicycle Association            <StoreSurvey xmlns=\"http://schem...\n",
       "\n",
       "name   rowguid                            ModifiedDate       \n",
       "role   unused_string                      unused_string      \n",
       "   0   A22517E3-848D-4EBE-B9D9-7437F343...   2014-09-12 11:15:07\n",
       "   1   B50CA50B-C601-4A13-B07E-2C63862D...   2014-09-12 11:15:07\n",
       "   2   337C3688-1339-4E1A-A08A-B54B2356...   2014-09-12 11:15:07\n",
       "   3   7894F278-F0C8-4D16-BD75-213FDBF1...   2014-09-12 11:15:07\n",
       "   4   C3FC9705-A8C4-4F3A-9550-EB2FA4B7...   2014-09-12 11:15:07\n",
       "       ...                                ...                \n",
       " 696   EA21EC81-1BFA-4A07-9B4D-73D9852A...   2014-09-12 11:15:07\n",
       " 697   C8E3C4ED-8F58-4DB2-B600-E0CD11D9...   2014-09-12 11:15:07\n",
       " 698   CE860B58-643C-4567-BFD8-06E97969...   2014-09-12 11:15:07\n",
       " 699   0C10F2B6-A13A-440C-9C25-5B28D482...   2014-09-12 11:15:07\n",
       " 700   82237172-D3FE-4A95-82EF-636F6552...   2014-09-12 11:15:07\n",
       "\n",
       "\n",
       "701 rows x 6 columns\n",
       "memory usage: 0.38 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Prepare data for getML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "getML requires that we define *roles* for each of the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">ProductID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MakeFlag   </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">ProductSubcategoryID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">ProductModelID</th>\n",
       "        \n",
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       "          <th class=\"numerical\">SafetyStockLevel</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">ReorderPoint</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">StandardCost</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">ListPrice</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">FinishedGoodsFlag</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">DaysToManufacture</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Name                 </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">ProductNumber</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Color        </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Size         </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">SizeUnitMeasureCode</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">WeightUnitMeasureCode</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Weight       </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">ProductLine  </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Class        </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Style        </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">SellStartDate      </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">SellEndDate  </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">DiscontinuedDate</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">rowguid                         </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">ModifiedDate       </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\"> join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">       numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">   numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">   numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">     unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">     unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string        </th>\n",
       "          \n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1000</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">750</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Adjustable Race</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">AR-5381</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">694215B7-08F7-4C0D-ACB1-D734BA44...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1000</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">750</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Bearing Ball</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BA-8327</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">58AE3C20-4F3A-4749-A7D4-D568806C...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB Ball Bearing</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BE-2349</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9C21AED2-5BFA-4F18-BCB8-F11638DC...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Headset Ball Bearings</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BE-2908</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ECFED6CB-51FF-49B5-B06C-7D8AC834...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">316</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">800</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">600</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Blade</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BL-2036</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2008-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">E73E9750-603B-4131-89F5-3DD15ED5...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>499</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">995</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">96</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">500</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">375</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">44</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9506</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">101</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ML Bottom Bracket</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB-8107</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">G</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">168.00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">71AB847F-D091-42D6-B735-7B0C2D82...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>500</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">996</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">97</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">500</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">375</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">53</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9416</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">121</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.49</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">HL Bottom Bracket</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BB-9108</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">G</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">170.00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">H</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">230C47C5-08B2-4CE3-B706-69C0BDD6...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>501</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">997</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">343</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6496</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">539</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">44</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">19.77</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">44CE4802-409F-43AB-9B27-CA534218...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>502</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">998</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">343</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6496</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">539</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">48</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">20.13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">3DE9A212-1D49-40B6-B10A-F564D981...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>503</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">999</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">75</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">343</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6496</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">539</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Road-750 Black, 52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">BK-R19B-52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Black</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">52</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">LB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">20.42</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">R</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">L</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">U</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-05-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">AE638923-2B67-4679-B90E-ABBAB17D...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-02-08 10:01:36</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    504 rows x 25 columns<br />\n",
       "    memory usage: 0.16 MB<br />\n",
       "    name: Product<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name   ProductID   MakeFlag      ProductSubcategoryID   ProductModelID   ...   SellStartDate         SellEndDate  \n",
       "role    join_key   categorical   categorical            categorical      ...   unused_string         unused_string\n",
       "   0           1   0             nan                    nan              ...   2008-04-30 00:00:00   NULL         \n",
       "   1           2   0             nan                    nan              ...   2008-04-30 00:00:00   NULL         \n",
       "   2           3   1             nan                    nan              ...   2008-04-30 00:00:00   NULL         \n",
       "   3           4   0             nan                    nan              ...   2008-04-30 00:00:00   NULL         \n",
       "   4         316   1             nan                    nan              ...   2008-04-30 00:00:00   NULL         \n",
       "             ...   ...           ...                    ...                    ...                   ...          \n",
       " 499         995   1             5                      96               ...   2013-05-30 00:00:00   NULL         \n",
       " 500         996   1             5                      97               ...   2013-05-30 00:00:00   NULL         \n",
       " 501         997   1             2                      31               ...   2013-05-30 00:00:00   NULL         \n",
       " 502         998   1             2                      31               ...   2013-05-30 00:00:00   NULL         \n",
       " 503         999   1             2                      31               ...   2013-05-30 00:00:00   NULL         \n",
       "\n",
       "name   DiscontinuedDate   rowguid                            ModifiedDate       \n",
       "role   unused_string      unused_string                      unused_string      \n",
       "   0   NULL               694215B7-08F7-4C0D-ACB1-D734BA44...   2014-02-08 10:01:36\n",
       "   1   NULL               58AE3C20-4F3A-4749-A7D4-D568806C...   2014-02-08 10:01:36\n",
       "   2   NULL               9C21AED2-5BFA-4F18-BCB8-F11638DC...   2014-02-08 10:01:36\n",
       "   3   NULL               ECFED6CB-51FF-49B5-B06C-7D8AC834...   2014-02-08 10:01:36\n",
       "   4   NULL               E73E9750-603B-4131-89F5-3DD15ED5...   2014-02-08 10:01:36\n",
       "       ...                ...                                ...                \n",
       " 499   NULL               71AB847F-D091-42D6-B735-7B0C2D82...   2014-02-08 10:01:36\n",
       " 500   NULL               230C47C5-08B2-4CE3-B706-69C0BDD6...   2014-02-08 10:01:36\n",
       " 501   NULL               44CE4802-409F-43AB-9B27-CA534218...   2014-02-08 10:01:36\n",
       " 502   NULL               3DE9A212-1D49-40B6-B10A-F564D981...   2014-02-08 10:01:36\n",
       " 503   NULL               AE638923-2B67-4679-B90E-ABBAB17D...   2014-02-08 10:01:36\n",
       "\n",
       "\n",
       "504 rows x 25 columns\n",
       "memory usage: 0.16 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product.set_role(\"ProductID\", getml.data.roles.join_key)\n",
    "product.set_role([\"MakeFlag\", \"ProductSubcategoryID\", \"ProductModelID\"], getml.data.roles.categorical)\n",
    "product.set_role([\"SafetyStockLevel\", \"ReorderPoint\", \"StandardCost\", \"ListPrice\"], getml.data.roles.numerical)\n",
    "\n",
    "product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "      \n",
       "        \n",
       "          <th>  name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">               ModifiedDate</th>\n",
       "        \n",
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       "          <th class=\"join_key\">SalesOrderID</th>\n",
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       "          <th class=\"join_key\">SpecialOfferID</th>\n",
       "        \n",
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       "        \n",
       "          <th class=\"numerical\"> OrderQty</th>\n",
       "        \n",
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       "            <th class=\"sub-header\">  unit</th>\n",
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       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
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       "            <th class=\"sub-header numerical\">         </th>\n",
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       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
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       "          \n",
       "            <th class=\"sub-header numerical\">                 </th>\n",
       "          \n",
       "        \n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header unused_string\">                     </th>\n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
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       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">776</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2024</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "              \n",
       "              \n",
       "          \n",
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       "              <span class=\"left\">0</span\n",
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       "              >\n",
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       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2024</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">B207C96D-D9E6-402B-8470-2CC176C4...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">777</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2024</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6074</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.982</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">7ABB600D-1E77-41BE-9FE5-B9142CFC...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">778</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2024</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2024</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">475CF8C6-49F6-486E-B0AD-AFC6A50C...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">771</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2039</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2039</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">04C4DE91-5815-45D6-8670-F462719F...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">772</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2039</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2039</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.994</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4911-403C-98</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">5A74C7D2-E641-438E-A7AC-37BF2328...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121312</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75122</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">121313</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">878</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">21</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">21</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">8CAD6675-18CC-4F47-8287-97B41A8E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121313</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75122</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">121314</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">712</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">84F1C363-1C50-4442-BE16-541C59B6...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121314</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75123</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">121315</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">878</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">21</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">21</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C18B6476-429F-4BB1-828E-2BE5F82A...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121315</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75123</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">121316</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">879</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">159</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">159</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >&nbsp;</span\n",
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       "            <td class=\"unused_string\">75A89C6A-C60A-47EA-8A52-B52A9C43...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>121316</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75123</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">121317</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">712</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 3ch\"\n",
       "                >.99</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">73646D26-0461-450D-8019-2C6C8586...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    121317 rows x 11 columns<br />\n",
       "    memory usage: 14.08 MB<br />\n",
       "    name: SalesOrderDetail<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name                  ModifiedDate   SalesOrderID   SalesOrderDetailID   ProductID   ...   UnitPrice   UnitPriceDiscount\n",
       "  role                    time_stamp       join_key             join_key    join_key   ...   numerical           numerical\n",
       "  unit   time stamp, comparison only                                                   ...                                \n",
       "     0                    2011-05-31          43659                    1         776   ...    2024.994                   0\n",
       "     1                    2011-05-31          43659                    2         777   ...    2024.994                   0\n",
       "     2                    2011-05-31          43659                    3         778   ...    2024.994                   0\n",
       "     3                    2011-05-31          43659                    4         771   ...    2039.994                   0\n",
       "     4                    2011-05-31          43659                    5         772   ...    2039.994                   0\n",
       "                                 ...            ...                  ...         ...            ...                    ...\n",
       "121312                    2014-06-30          75122               121313         878   ...      21.98                    0\n",
       "121313                    2014-06-30          75122               121314         712   ...       8.99                    0\n",
       "121314                    2014-06-30          75123               121315         878   ...      21.98                    0\n",
       "121315                    2014-06-30          75123               121316         879   ...     159                       0\n",
       "121316                    2014-06-30          75123               121317         712   ...       8.99                    0\n",
       "\n",
       "  name   LineTotal   CarrierTrackingNumber   rowguid                         \n",
       "  role   numerical   unused_string           unused_string                   \n",
       "  unit                                                                       \n",
       "     0    2024.994   4911-403C-98            B207C96D-D9E6-402B-8470-2CC176C4...\n",
       "     1    6074.982   4911-403C-98            7ABB600D-1E77-41BE-9FE5-B9142CFC...\n",
       "     2    2024.994   4911-403C-98            475CF8C6-49F6-486E-B0AD-AFC6A50C...\n",
       "     3    2039.994   4911-403C-98            04C4DE91-5815-45D6-8670-F462719F...\n",
       "     4    2039.994   4911-403C-98            5A74C7D2-E641-438E-A7AC-37BF2328...\n",
       "            ...      ...                     ...                             \n",
       "121312      21.98    NULL                    8CAD6675-18CC-4F47-8287-97B41A8E...\n",
       "121313       8.99    NULL                    84F1C363-1C50-4442-BE16-541C59B6...\n",
       "121314      21.98    NULL                    C18B6476-429F-4BB1-828E-2BE5F82A...\n",
       "121315     159       NULL                    75A89C6A-C60A-47EA-8A52-B52A9C43...\n",
       "121316       8.99    NULL                    73646D26-0461-450D-8019-2C6C8586...\n",
       "\n",
       "\n",
       "121317 rows x 11 columns\n",
       "memory usage: 14.08 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_order_detail.set_role([\"SalesOrderID\", \"SalesOrderDetailID\", \"ProductID\", \"SpecialOfferID\"], getml.data.roles.join_key)\n",
    "sales_order_detail.set_role([\"OrderQty\", \"UnitPrice\", \"UnitPriceDiscount\", \"LineTotal\"], getml.data.roles.numerical)\n",
    "sales_order_detail.set_role(\"ModifiedDate\", getml.data.roles.time_stamp)\n",
    "\n",
    "sales_order_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "          <th class=\"join_key\">SalesOrderID</th>\n",
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       "            <th class=\"sub-header join_key\">    join_key</th>\n",
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       "            <td class=\"categorical\">9</td>\n",
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       "            <td class=\"unused_string\">2011-05-31 00:00:00</td>\n",
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       "        <th>2</th>\n",
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       "            <td class=\"join_key\">43702</td>\n",
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       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
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       "          \n",
       "            <td class=\"unused_string\">2011-06-01 00:00:00</td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
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       "            <td class=\"join_key\">43702</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"categorical\">9</td>\n",
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       "            <td class=\"unused_string\">2011-06-01 00:00:00</td>\n",
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       "    \n",
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       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43703</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">2011-06-01 00:00:00</td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
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       "            <td class=\"join_key\">...</td>\n",
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       "      <tr>\n",
       "        <th>27642</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75119</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
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       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
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       "    \n",
       "      <tr>\n",
       "        <th>27643</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75120</td>\n",
       "          \n",
       "        \n",
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       "            <td class=\"categorical\">1</td>\n",
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       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
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       "            <td class=\"join_key\">75121</td>\n",
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       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
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       "        <th>27645</th>\n",
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       "          \n",
       "            <td class=\"join_key\">75122</td>\n",
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       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
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       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
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       "    \n",
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       "        <th>27646</th>\n",
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       "            <td class=\"join_key\">75123</td>\n",
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       "            <td class=\"categorical\">1</td>\n",
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       "          \n",
       "            <td class=\"unused_string\">2014-06-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    27647 rows x 3 columns<br />\n",
       "    memory usage: 1.00 MB<br />\n",
       "    name: SalesOrderHeaderSalesReason<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       " name   SalesOrderID   SalesReasonID   ModifiedDate       \n",
       " role       join_key   categorical     unused_string      \n",
       "    0          43697   5               2011-05-31 00:00:00\n",
       "    1          43697   9               2011-05-31 00:00:00\n",
       "    2          43702   5               2011-06-01 00:00:00\n",
       "    3          43702   9               2011-06-01 00:00:00\n",
       "    4          43703   5               2011-06-01 00:00:00\n",
       "                 ...   ...             ...                \n",
       "27642          75119   1               2014-06-30 00:00:00\n",
       "27643          75120   1               2014-06-30 00:00:00\n",
       "27644          75121   1               2014-06-30 00:00:00\n",
       "27645          75122   1               2014-06-30 00:00:00\n",
       "27646          75123   1               2014-06-30 00:00:00\n",
       "\n",
       "\n",
       "27647 rows x 3 columns\n",
       "memory usage: 1.00 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_order_reason.set_role(\"SalesOrderID\", getml.data.roles.join_key)\n",
    "sales_order_reason.set_role(\"SalesReasonID\", getml.data.roles.categorical)\n",
    "\n",
    "sales_order_reason"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "          <th class=\"time_stamp\">                    EndDate</th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">  numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">           </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">                                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">                    </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">           </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                   </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-11-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">No Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0290C4F5-191F-4337-AB6B-0A2DDE03...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-04-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount 11 to 14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">11</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.02</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D7542EE7-15DB-4541-985C-5CC27AEF...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount 15 to 24</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">15</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.05</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">24</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4BDBCC01-8CF7-40A9-B643-40EC5B71...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount 25 to 40</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">25</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">504B5E85-8F3F-4EBC-9E1D-C1BC5DEA...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount 41 to 60</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Volume Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">41</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.15</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">60</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">677E1D9D-944F-4E81-90E8-47EB0A82...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2011-05-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>11</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-07-14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">LL Road Frame Sale</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Excess Inventory</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.35</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C0AF1C89-9722-4235-9248-3FBA4D9E...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>12</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-08-29</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Touring-3000 Promotion</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">New Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.15</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">5061CCE4-E021-45A8-9A75-DFB36CBB...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>13</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-08-29</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Touring-1000 Promotion</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">New Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1AF84A9E-A98C-4BD9-B48F-DC2B8B6B...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-04-30 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>14</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-07-14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-08-14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">15</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Customer</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Half-Price Pedal Sale</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Seasonal Discount</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.5</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">03E3594D-6EBB-46A6-B8EE-A9289C0C...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-06-14 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>15</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-03-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-05-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">16</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Reseller</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Mountain-500 Silver Clearance Sa...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Discontinued Product</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">EB7CB484-BCCF-4D2D-BF73-521B2001...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-03-01 00:00:00</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    16 rows x 11 columns<br />\n",
       "    memory usage: 0.00 MB<br />\n",
       "    name: SpecialOffer<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name                     StartDate                       EndDate   SpecialOfferID   Category      ...      MinQty\n",
       "role                    time_stamp                    time_stamp         join_key   categorical   ...   numerical\n",
       "unit   time stamp, comparison only   time stamp, comparison only                                  ...            \n",
       "   0                    2011-05-01                    2014-11-30                1   No Discount   ...           0\n",
       "   1                    2011-05-31                    2014-05-30                2   Reseller      ...          11\n",
       "   2                    2011-05-31                    2014-05-30                3   Reseller      ...          15\n",
       "   3                    2011-05-31                    2014-05-30                4   Reseller      ...          25\n",
       "   4                    2011-05-31                    2014-05-30                5   Reseller      ...          41\n",
       "                               ...                           ...              ...   ...                       ...\n",
       "  11                    2013-05-30                    2013-07-14               12   Reseller      ...           0\n",
       "  12                    2013-05-30                    2013-08-29               13   Reseller      ...           0\n",
       "  13                    2013-05-30                    2013-08-29               14   Reseller      ...           0\n",
       "  14                    2013-07-14                    2013-08-14               15   Customer      ...           0\n",
       "  15                    2014-03-31                    2014-05-30               16   Reseller      ...           0\n",
       "\n",
       "name   DiscountPct         MaxQty   rowguid                            ModifiedDate       \n",
       "role     numerical   unused_float   unused_string                      unused_string      \n",
       "unit                                                                                      \n",
       "   0          0              nan    0290C4F5-191F-4337-AB6B-0A2DDE03...   2011-04-01 00:00:00\n",
       "   1          0.02            14    D7542EE7-15DB-4541-985C-5CC27AEF...   2011-05-01 00:00:00\n",
       "   2          0.05            24    4BDBCC01-8CF7-40A9-B643-40EC5B71...   2011-05-01 00:00:00\n",
       "   3          0.1             40    504B5E85-8F3F-4EBC-9E1D-C1BC5DEA...   2011-05-01 00:00:00\n",
       "   4          0.15            60    677E1D9D-944F-4E81-90E8-47EB0A82...   2011-05-01 00:00:00\n",
       "             ...              ...   ...                                ...                \n",
       "  11          0.35           nan    C0AF1C89-9722-4235-9248-3FBA4D9E...   2013-04-30 00:00:00\n",
       "  12          0.15           nan    5061CCE4-E021-45A8-9A75-DFB36CBB...   2013-04-30 00:00:00\n",
       "  13          0.2            nan    1AF84A9E-A98C-4BD9-B48F-DC2B8B6B...   2013-04-30 00:00:00\n",
       "  14          0.5            nan    03E3594D-6EBB-46A6-B8EE-A9289C0C...   2013-06-14 00:00:00\n",
       "  15          0.4            nan    EB7CB484-BCCF-4D2D-BF73-521B2001...   2014-03-01 00:00:00\n",
       "\n",
       "\n",
       "16 rows x 11 columns\n",
       "memory usage: 0.00 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "special_offer.set_role([\"SpecialOfferID\"], getml.data.roles.join_key)\n",
    "special_offer.set_role([\"MinQty\", \"DiscountPct\"], getml.data.roles.numerical)\n",
    "special_offer.set_role([\"Category\", \"Description\", \"Type\"], getml.data.roles.categorical)\n",
    "special_offer.set_role([\"StartDate\", \"EndDate\"], getml.data.roles.time_stamp)\n",
    "\n",
    "special_offer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  .join_key,\n",
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       "  span.right {\n",
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       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">                       test</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">SalesPersonID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">BusinessEntityID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Name                          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Demographics                    </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">rowguid                         </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">ModifiedDate       </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">     join_key</th>\n",
       "          \n",
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       "            <th class=\"sub-header unused_float\">    unused_float</th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                 </th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
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       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
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       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
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       "        \n",
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       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                   </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">292</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Next-Door Bike Store</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A22517E3-848D-4EBE-B9D9-7437F343...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">276</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">294</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Professional Sales and Service</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">B50CA50B-C601-4A13-B07E-2C63862D...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">277</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">296</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Riders Company</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">337C3688-1339-4E1A-A08A-B54B2356...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">275</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">298</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">The Bike Mechanics</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">7894F278-F0C8-4D16-BD75-213FDBF1...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">286</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">300</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Nationwide Supply</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C3FC9705-A8C4-4F3A-9550-EB2FA4B7...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>696</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1988</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Retreat Inn</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">EA21EC81-1BFA-4A07-9B4D-73D9852A...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>697</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">281</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1990</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Technical Parts Manufacturing</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C8E3C4ED-8F58-4DB2-B600-E0CD11D9...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>698</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">277</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1992</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Totes &amp; Baskets Company</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">CE860B58-643C-4567-BFD8-06E97969...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>699</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">277</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1994</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">World of Bikes</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">0C10F2B6-A13A-440C-9C25-5B28D482...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>700</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">275</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2051</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A Bicycle Association</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">&lt;StoreSurvey xmlns=&quot;http://schem...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">82237172-D3FE-4A95-82EF-636F6552...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2014-09-12 11:15:07</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    701 rows x 7 columns<br />\n",
       "    memory usage: 0.38 MB<br />\n",
       "    name: Store<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name                          test   SalesPersonID   BusinessEntityID   Name                          \n",
       "role                    time_stamp        join_key       unused_float   unused_string                 \n",
       "unit   time stamp, comparison only                                                                    \n",
       "   0           2014-09-12 11:15:07             279                292   Next-Door Bike Store          \n",
       "   1                          NULL             276                294   Professional Sales and Service\n",
       "   2           2014-09-12 11:15:07             277                296   Riders Company                \n",
       "   3                          NULL             275                298   The Bike Mechanics            \n",
       "   4                          NULL             286                300   Nationwide Supply             \n",
       "                               ...             ...                ...   ...                           \n",
       " 696                          NULL             282               1988   Retreat Inn                   \n",
       " 697           2014-09-12 11:15:07             281               1990   Technical Parts Manufacturing \n",
       " 698                          NULL             277               1992   Totes & Baskets Company       \n",
       " 699                          NULL             277               1994   World of Bikes                \n",
       " 700           2014-09-12 11:15:07             275               2051   A Bicycle Association         \n",
       "\n",
       "name   Demographics                       rowguid                            ModifiedDate       \n",
       "role   unused_string                      unused_string                      unused_string      \n",
       "unit                                                                                            \n",
       "   0   <StoreSurvey xmlns=\"http://schem...   A22517E3-848D-4EBE-B9D9-7437F343...   2014-09-12 11:15:07\n",
       "   1   <StoreSurvey xmlns=\"http://schem...   B50CA50B-C601-4A13-B07E-2C63862D...   2014-09-12 11:15:07\n",
       "   2   <StoreSurvey xmlns=\"http://schem...   337C3688-1339-4E1A-A08A-B54B2356...   2014-09-12 11:15:07\n",
       "   3   <StoreSurvey xmlns=\"http://schem...   7894F278-F0C8-4D16-BD75-213FDBF1...   2014-09-12 11:15:07\n",
       "   4   <StoreSurvey xmlns=\"http://schem...   C3FC9705-A8C4-4F3A-9550-EB2FA4B7...   2014-09-12 11:15:07\n",
       "       ...                                ...                                ...                \n",
       " 696   <StoreSurvey xmlns=\"http://schem...   EA21EC81-1BFA-4A07-9B4D-73D9852A...   2014-09-12 11:15:07\n",
       " 697   <StoreSurvey xmlns=\"http://schem...   C8E3C4ED-8F58-4DB2-B600-E0CD11D9...   2014-09-12 11:15:07\n",
       " 698   <StoreSurvey xmlns=\"http://schem...   CE860B58-643C-4567-BFD8-06E97969...   2014-09-12 11:15:07\n",
       " 699   <StoreSurvey xmlns=\"http://schem...   0C10F2B6-A13A-440C-9C25-5B28D482...   2014-09-12 11:15:07\n",
       " 700   <StoreSurvey xmlns=\"http://schem...   82237172-D3FE-4A95-82EF-636F6552...   2014-09-12 11:15:07\n",
       "\n",
       "\n",
       "701 rows x 7 columns\n",
       "memory usage: 0.38 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store.set_role([\"SalesPersonID\"], getml.data.roles.join_key)\n",
    "\n",
    "store[\"test\"] = store[\"ModifiedDate\"].update(getml.data.random() > 0.5, \"NULL\")\n",
    "\n",
    "store.set_role([\"SalesPersonID\"], getml.data.roles.join_key)\n",
    "store.set_role([\"test\"], getml.data.roles.time_stamp)\n",
    "\n",
    "store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  th:nth-child(1) {\n",
       "    text-align: right !important;\n",
       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.sub-header {\n",
       "    font-weight: normal;\n",
       "    font-style: italic;\n",
       "  }\n",
       "  .join_key,\n",
       "  .numerical,\n",
       "  .target,\n",
       "  .unused_float {\n",
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       "\n",
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       "    width: 3em;\n",
       "  }\n",
       "  span.right {\n",
       "    float: right;\n",
       "    text-align: left;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th> name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">                  OrderDate</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">                    DueDate</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">                   ShipDate</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">               ModifiedDate</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">CustomerID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">SalesOrderID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">SalesPersonID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">TerritoryID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">RevisionNumber</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">OnlineOrderFlag</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">SalesPersonIDCat</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">TerritoryIDCat</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">ShipMethodID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">  SubTotal</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">   TaxAmt</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">  Freight</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">  TotalDue</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">      Status</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">BillToAddressID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">ShipToAddressID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">CreditCardID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">CurrencyRateID</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">SalesOrderNumber</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">PurchaseOrderNumber</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">AccountNumber </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">CreditCardApprovalCode</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">Comment      </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">rowguid                         </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\"> role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">  join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">    join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">     join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">   join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical    </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical   </th>\n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header categorical\">categorical </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\"> numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\"> numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">   unused_float</th>\n",
       "          \n",
       "        \n",
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       "            <th class=\"sub-header unused_float\">   unused_float</th>\n",
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       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
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       "            <th class=\"sub-header unused_float\">  unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string      </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string                   </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\"> unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">          </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">           </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">               </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">          </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">          </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">               </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">               </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                   </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                      </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29825</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">20565</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6206</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1971</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5149</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">616</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0984</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">23153</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2339</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">16281</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO522145787</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000676</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">105041Vi84182</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">79B65321-39CA-4115-9CBA-8FE0903E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29672</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43660</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1294</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2529</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">124</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2483</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">38</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8276</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1457</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3288</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5618</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43660</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18850127500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000117</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">115213Vi29411</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">738DC42D-D03B-48A1-9822-F95A67EA...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29734</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43661</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">32726</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4786</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3153</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7696</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.553</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">36865</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8012</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1346</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43661</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18473189620</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000442</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">85274Vi6854</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D91B9131-18A4-4A11-BC3A-90B6F53E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29994</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43662</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">28832</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5289</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2775</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1646</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">867</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2389</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">32474</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9324</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">10456</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43662</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18444174044</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000227</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">125295Vi53935</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4A1ECFC0-CC3A-4740-B028-1C50BB48...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29565</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43663</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">276</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">276</td>\n",
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       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
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       "          \n",
       "            \n",
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       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">419</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4589</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2681</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5838</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">472</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
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       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4322</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "          \n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "          \n",
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       "            <td class=\"unused_string\">PO18009186470</td>\n",
       "          \n",
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       "            <td class=\"unused_string\">10-4020-000510</td>\n",
       "          \n",
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       "            <td class=\"char-align numerical\">\n",
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       "            <td class=\"char-align numerical\">\n",
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       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
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       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
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       "            <td class=\"char-align unused_float\">\n",
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       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
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       "            <td class=\"unused_string\">...</td>\n",
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       "            <td class=\"unused_string\">...</td>\n",
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       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31460</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
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       "            <td class=\"join_key\">11981</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75119</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
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       "        \n",
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       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
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       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
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       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
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       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">42</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.28</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3824</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
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       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
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       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">46</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7194</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">17649</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">17649</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6761</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75119</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-011981</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">429826Vi35166</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9382F1C9-383A-435F-9449-0EECEA21...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31461</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">18749</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75120</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">84</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.96</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7968</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.124</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">93</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8808</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">28374</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">28374</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8925</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75120</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-018749</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">929849Vi46003</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">AE6A4FCF-FF73-4CD4-AF2C-5993D00D...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31462</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">15251</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75121</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">74</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9984</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8745</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">82</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8529</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26553</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26553</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14220</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75121</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-015251</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">529864Vi73738</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D7395C0E-00CB-4BFA-A238-0D6A9F49...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31463</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">15868</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75122</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">30</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.97</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4776</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7743</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">34</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2219</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">14616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">18719</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO75122</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-015868</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">330022Vi97312</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4221035A-4159-492F-AF40-4363A64F...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>31464</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-06-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-07-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">18759</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">75123</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">189</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.97</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">15</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
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       "              <span class=\"left\">209</span\n",
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       "                >.9169</span\n",
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       "            <td class=\"unused_string\">SO75123</td>\n",
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       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    31465 rows x 28 columns<br />\n",
       "    memory usage: 8.34 MB<br />\n",
       "    name: SalesOrderHeader<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       " name                     OrderDate                       DueDate                      ShipDate                  ModifiedDate\n",
       " role                    time_stamp                    time_stamp                    time_stamp                    time_stamp\n",
       " unit   time stamp, comparison only   time stamp, comparison only   time stamp, comparison only   time stamp, comparison only\n",
       "    0                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "    1                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "    2                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "    3                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "    4                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "                                ...                           ...                           ...                           ...\n",
       "31460                    2014-06-30                    2014-07-12                    2014-07-07                    2014-07-07\n",
       "31461                    2014-06-30                    2014-07-12                    2014-07-07                    2014-07-07\n",
       "31462                    2014-06-30                    2014-07-12                    2014-07-07                    2014-07-07\n",
       "31463                    2014-06-30                    2014-07-12                    2014-07-07                    2014-07-07\n",
       "31464                    2014-06-30                    2014-07-12                    2014-07-07                    2014-07-07\n",
       "\n",
       " name   ...   PurchaseOrderNumber   AccountNumber    CreditCardApprovalCode   Comment         rowguid                         \n",
       " role   ...   unused_string         unused_string    unused_string            unused_string   unused_string                   \n",
       " unit   ...                                                                                                                   \n",
       "    0   ...   PO522145787           10-4020-000676   105041Vi84182            NULL         \n",
       "    1   ...   PO18850127500         10-4020-000117   115213Vi29411            NULL         \n",
       "    2   ...   PO18473189620         10-4020-000442   85274Vi6854              NULL         \n",
       "    3   ...   PO18444174044         10-4020-000227   125295Vi53935            NULL         \n",
       "    4   ...   PO18009186470         10-4020-000510   45303Vi22691             NULL         \n",
       "              ...                   ...              ...                      ...             ...                             \n",
       "31460   ...   NULL                  10-4030-011981   429826Vi35166            NULL         \n",
       "31461   ...   NULL                  10-4030-018749   929849Vi46003            NULL         \n",
       "31462   ...   NULL                  10-4030-015251   529864Vi73738            NULL         \n",
       "31463   ...   NULL                  10-4030-015868   330022Vi97312            NULL         \n",
       "31464   ...   NULL                  10-4030-018759   230370Vi51970            NULL         \n",
       "\n",
       "    0   79B65321-39CA-4115-9CBA-8FE0903E...\n",
       "    1   738DC42D-D03B-48A1-9822-F95A67EA...\n",
       "    2   D91B9131-18A4-4A11-BC3A-90B6F53E...\n",
       "    3   4A1ECFC0-CC3A-4740-B028-1C50BB48...\n",
       "    4   9B1E7A40-6AE0-4AD3-811C-A6495185...\n",
       "31460   9382F1C9-383A-435F-9449-0EECEA21...\n",
       "31461   AE6A4FCF-FF73-4CD4-AF2C-5993D00D...\n",
       "31462   D7395C0E-00CB-4BFA-A238-0D6A9F49...\n",
       "31463   4221035A-4159-492F-AF40-4363A64F...\n",
       "31464   D54752FF-2B54-4BE5-95EA-3B72289C...\n",
       "\n",
       "\n",
       "31465 rows x 28 columns\n",
       "memory usage: 8.34 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_order_header[\"SalesPersonIDCat\"] = sales_order_header[\"SalesPersonID\"]\n",
    "sales_order_header[\"TerritoryIDCat\"] = sales_order_header[\"TerritoryID\"]\n",
    "\n",
    "sales_order_header.set_role([\"CustomerID\", \"SalesOrderID\", \"SalesPersonID\", \"TerritoryID\"], getml.data.roles.join_key)\n",
    "sales_order_header.set_role(\n",
    "    [\"RevisionNumber\", \"OnlineOrderFlag\", \"SalesPersonIDCat\", \"TerritoryIDCat\", \"ShipMethodID\"], \n",
    "    getml.data.roles.categorical)\n",
    "sales_order_header.set_role([\"SubTotal\", \"TaxAmt\", \"Freight\", \"TotalDue\"], getml.data.roles.numerical)\n",
    "sales_order_header.set_role([\"OrderDate\", \"DueDate\", \"ShipDate\", \"ModifiedDate\"], getml.data.roles.time_stamp)\n",
    "\n",
    "sales_order_header"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We must also define customer churn. In this case, we define customer churn as a customer not making another purchase within 180 days of his or her last purchase.\n",
    "\n",
    "Thus, the churn variable is defined as follows:\n",
    "\n",
    "- 0, if another purchase by the same customer has been made within 180 days after `OrderDate`\n",
    "- 1, if no purchase by the same customer has been made within 180 days after `OrderDate`\n",
    "- NULL, if `max(OrderDate) - OrderDate <= 180 days`\n",
    "\n",
    "NULL targets can not be used in our analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "          <th class=\"time_stamp\">                  OrderDate</th>\n",
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       "          \n",
       "            <th class=\"sub-header unused_string\">             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                                </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29825</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">20565</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6206</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1971</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5149</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">616</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0984</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">23153</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2339</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">16281</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43659</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO522145787</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000676</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">105041Vi84182</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">79B65321-39CA-4115-9CBA-8FE0903E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29672</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43660</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">279</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1294</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2529</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">124</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2483</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">38</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8276</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1457</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3288</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">921</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5618</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43660</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18850127500</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000117</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">115213Vi29411</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">738DC42D-D03B-48A1-9822-F95A67EA...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29734</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43661</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">32726</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4786</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3153</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7696</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">985</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.553</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">36865</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8012</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">517</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1346</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43661</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18473189620</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000442</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">85274Vi6854</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">D91B9131-18A4-4A11-BC3A-90B6F53E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29994</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43662</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">282</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">28832</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5289</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2775</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1646</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">867</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2389</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">32474</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9324</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">10456</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43662</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18444174044</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000227</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">125295Vi53935</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">4A1ECFC0-CC3A-4740-B028-1C50BB48...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-05-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2011-06-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">29565</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">43663</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">276</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">276</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">419</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4589</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2681</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5838</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">472</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3108</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1073</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4322</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO43663</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">PO18009186470</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4020-000510</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">45303Vi22691</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">9B1E7A40-6AE0-4AD3-811C-A6495185...</td>\n",
       "          \n",
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       "        <th></th>\n",
       "        \n",
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       "            <td class=\"time_stamp\">...</td>\n",
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       "            <td class=\"time_stamp\">...</td>\n",
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       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
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       "            <td class=\"join_key\">...</td>\n",
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       "            <td class=\"join_key\">...</td>\n",
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       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">...</span\n",
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       "                >&nbsp;</span\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
       "          \n",
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       "            <td class=\"categorical\">...</td>\n",
       "          \n",
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       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
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       "                >&nbsp;</span\n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
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       "          \n",
       "            \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "              >\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
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       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>19699</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">20826</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">63358</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1173</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.96</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">93</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9168</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">29</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.349</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1297</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2258</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">24387</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">24387</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3239</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO63358</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-020826</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1142084Vi17039</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">41278FBB-3DD8-488B-AEA5-8BF4A6F1...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>19700</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">24114</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">63359</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1179</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.47</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">94</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3576</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">29</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4868</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1303</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3144</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29682</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29682</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">10770</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO63359</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-024114</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">749532D4-BFF7-4FEC-9F77-396C4A96...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>19701</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11417</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">63360</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">548</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.98</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">43</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9184</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7245</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">606</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6229</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">21465</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">21465</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6582</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO63360</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-011417</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">242387Vi34223</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">F92FA2A3-73E1-4DD0-987C-99D1C87E...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>19702</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">18125</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">63361</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2384</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.07</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">190</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7256</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">59</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6018</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2634</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3974</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26562</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">26562</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">11994</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">SO63361</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">10-4030-018125</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1242859Vi61993</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">3A3758BF-CDFA-4740-9104-87BD5A08...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>19703</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-01-07</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">15692</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">63362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">nan</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
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       "    memory usage: 5.39 MB<br />\n",
       "    name: SalesOrderHeaderRefined<br />\n",
       "    type: getml.DataFrame<br />\n",
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      ],
      "text/plain": [
       " name                     OrderDate                       DueDate                      ShipDate                  ModifiedDate\n",
       " role                    time_stamp                    time_stamp                    time_stamp                    time_stamp\n",
       " unit   time stamp, comparison only   time stamp, comparison only   time stamp, comparison only   time stamp, comparison only\n",
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       "    4                    2011-05-31                    2011-06-12                    2011-06-07                    2011-06-07\n",
       "                                ...                           ...                           ...                           ...\n",
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       "\n",
       " name   ...   PurchaseOrderNumber   AccountNumber    CreditCardApprovalCode   Comment         rowguid                         \n",
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       "    4   ...   PO18009186470         10-4020-000510   45303Vi22691             NULL         \n",
       "              ...                   ...              ...                      ...             ...                             \n",
       "19699   ...   NULL                  10-4030-020826   1142084Vi17039           NULL         \n",
       "19700   ...   NULL                  10-4030-024114   NULL                     NULL         \n",
       "19701   ...   NULL                  10-4030-011417   242387Vi34223            NULL         \n",
       "19702   ...   NULL                  10-4030-018125   1242859Vi61993           NULL         \n",
       "19703   ...   NULL                  10-4030-015692   242864Vi83167            NULL         \n",
       "\n",
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       "19703   3151D31F-4020-41B2-87F3-B6732869...\n",
       "\n",
       "\n",
       "19704 rows x 29 columns\n",
       "memory usage: 5.39 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_order_header_pd = sales_order_header[[\"OrderDate\", \"CustomerID\", \"SalesOrderID\"]].to_pandas()\n",
    "\n",
    "repeat_purchases = sales_order_header_pd.merge(\n",
    "    sales_order_header_pd[[\"OrderDate\", \"CustomerID\"]],\n",
    "    on=\"CustomerID\",\n",
    "    how=\"left\",\n",
    ")\n",
    "\n",
    "repeat_purchases = repeat_purchases[\n",
    "    repeat_purchases[\"OrderDate_y\"] > repeat_purchases[\"OrderDate_x\"]\n",
    "]\n",
    "\n",
    "repeat_purchases = repeat_purchases[\n",
    "    repeat_purchases[\"OrderDate_y\"] - repeat_purchases[\"OrderDate_x\"] > pd.Timedelta('180 days')\n",
    "]\n",
    "\n",
    "repeat_purchases = repeat_purchases.groupby(\"SalesOrderID\", as_index=False).aggregate({\"CustomerID\": \"max\"})\n",
    "\n",
    "repeat_purchase_ids = {sid: True for sid in repeat_purchases[\"SalesOrderID\"]}\n",
    "\n",
    "cut_off_date = max(sales_order_header_pd[\"OrderDate\"]) - pd.Timedelta('180 days')\n",
    "\n",
    "churn = np.asarray([\n",
    "    np.nan if order_date >= cut_off_date else 0 if order_id in repeat_purchase_ids else 1 \n",
    "    for (order_date, order_id) in zip(sales_order_header_pd[\"OrderDate\"], sales_order_header_pd[\"SalesOrderID\"])\n",
    "])\n",
    "\n",
    "sales_order_header[\"churn\"] = churn\n",
    "\n",
    "sales_order_header = sales_order_header[~sales_order_header.churn.is_nan()].to_df(\"SalesOrderHeaderRefined\")\n",
    "\n",
    "sales_order_header.set_role(\"churn\", getml.data.roles.target)\n",
    "\n",
    "sales_order_header"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "tags": []
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   "outputs": [
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       "          \n",
       "            \n",
       "              <td class=\"int\">27647</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">special_offer</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">SpecialOffer</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">16</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">store</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">Store</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">701</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "population\n",
       "    subset   name                       rows   type\n",
       "0   test     SalesOrderHeaderRefined    3879   View\n",
       "1   train    SalesOrderHeaderRefined   15825   View\n",
       "\n",
       "peripheral\n",
       "    alias                name                            rows   type     \n",
       "0   product              Product                          504   DataFrame\n",
       "1   sales_order_detail   SalesOrderDetail              121317   DataFrame\n",
       "2   sales_order_header   SalesOrderHeaderRefined        19704   DataFrame\n",
       "3   sales_order_reason   SalesOrderHeaderSalesReason    27647   DataFrame\n",
       "4   special_offer        SpecialOffer                      16   DataFrame\n",
       "5   store                Store                            701   DataFrame"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "container = getml.data.Container(population=sales_order_header, split=split)\n",
    "\n",
    "container.add(\n",
    "    product=product,\n",
    "    sales_order_detail=sales_order_detail, \n",
    "    sales_order_header=sales_order_header, \n",
    "    sales_order_reason=sales_order_reason,\n",
    "    special_offer=special_offer,\n",
    "    store=store,\n",
    ")\n",
    "\n",
    "container"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Predictive modeling\n",
    "\n",
    "We loaded the data and defined the roles and units. Next, we create a getML pipeline for relational learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Define relational model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div style='margin-top: 15px; margin-bottom: 5px;'>\n",
       "            <div style='margin-bottom: 10px; font-size: 1rem;'>diagram</div>\n",
       "            <div style=\"height:540px;width:1160px;position:relative;\"><svg height=\"530\" width=\"1150\"><rect y=\"0\" x=\"500\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"73.8\" x=\"575.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">sales_order_header</text><rect x=\"551\" y=\"10\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"567.0\" y1=\"10\" x2=\"567.0\" y2=\"58\" style=\"stroke:white;stroke-width:3\" /><line x1=\"583.0\" y1=\"10\" x2=\"583.0\" y2=\"58\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"26.0\" x2=\"599\" y2=\"26.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"42.0\" x2=\"599\" y2=\"42.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"110\" x=\"0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"183.8\" x=\"75.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">product</text><rect x=\"51\" y=\"120\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"67.0\" y1=\"120\" x2=\"67.0\" y2=\"168\" style=\"stroke:white;stroke-width:3\" /><line x1=\"83.0\" y1=\"120\" x2=\"83.0\" y2=\"168\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"136.0\" x2=\"99\" y2=\"136.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"152.0\" x2=\"99\" y2=\"152.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"220\" x=\"0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"293.8\" x=\"75.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">special_offer</text><rect x=\"51\" y=\"230\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"67.0\" y1=\"230\" x2=\"67.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"83.0\" y1=\"230\" x2=\"83.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"246.0\" x2=\"99\" y2=\"246.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"262.0\" x2=\"99\" y2=\"262.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"220\" x=\"500\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"293.8\" x=\"575.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">sales_order_detail</text><rect x=\"551\" y=\"230\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"567.0\" y1=\"230\" x2=\"567.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"583.0\" y1=\"230\" x2=\"583.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"246.0\" x2=\"599\" y2=\"246.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"262.0\" x2=\"599\" y2=\"262.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"330\" x=\"500\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"403.8\" x=\"575.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">sales_order_reason</text><rect x=\"551\" y=\"340\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"567.0\" y1=\"340\" x2=\"567.0\" y2=\"388\" style=\"stroke:white;stroke-width:3\" /><line x1=\"583.0\" y1=\"340\" x2=\"583.0\" y2=\"388\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"356.0\" x2=\"599\" y2=\"356.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"372.0\" x2=\"599\" y2=\"372.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"440\" x=\"500\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"513.8\" x=\"575.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">store</text><rect x=\"551\" y=\"450\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"567.0\" y1=\"450\" x2=\"567.0\" y2=\"498\" style=\"stroke:white;stroke-width:3\" /><line x1=\"583.0\" y1=\"450\" x2=\"583.0\" y2=\"498\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"466.0\" x2=\"599\" y2=\"466.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"482.0\" x2=\"599\" y2=\"482.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"440\" x=\"1000\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"513.8\" x=\"1075.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">population</text><rect x=\"1051\" y=\"450\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"1067.0\" y1=\"450\" x2=\"1067.0\" y2=\"498\" style=\"stroke:white;stroke-width:3\" /><line x1=\"1083.0\" y1=\"450\" x2=\"1083.0\" y2=\"498\" style=\"stroke:white;stroke-width:3\" /><line x1=\"1051\" y1=\"466.0\" x2=\"1099\" y2=\"466.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"1051\" y1=\"482.0\" x2=\"1099\" y2=\"482.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"150\" y1=\"153.0\" x2=\"573.0\" y2=\"153.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"573.0\" y1=\"151.0\" x2=\"573.0\" y2=\"210\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"573.0, 220 567.0, 210 579.0, 210 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"120.0\" x=\"249.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"150.0\" x=\"324.0\" font-size=\"7pt\" >ProductID = ProductID</tspan><tspan y=\"160.0\" x=\"324.0\" font-size=\"7pt\" >Relationship: many-to-one</tspan></text><line x1=\"150\" y1=\"263.0\" x2=\"490\" y2=\"263.0\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"500, 263.0 490, 257.0 490, 269.0 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"230.0\" x=\"249.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"260.0\" x=\"324.0\" font-size=\"7pt\" >SpecialOfferID = SpecialOfferID</tspan><tspan y=\"270.0\" x=\"324.0\" font-size=\"7pt\" >Relationship: many-to-one</tspan></text><line x1=\"650\" y1=\"43.0\" x2=\"1073.0\" y2=\"43.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"1073.0\" y1=\"41.0\" x2=\"1073.0\" y2=\"430\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"1073.0, 440 1067.0, 430 1079.0, 430 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"10.0\" x=\"749.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"30.0\" x=\"824.0\" font-size=\"7pt\" >CustomerID = CustomerID</tspan><tspan y=\"40.0\" x=\"824.0\" font-size=\"7pt\" >OrderDate &lt;= OrderDate</tspan><tspan y=\"50.0\" x=\"824.0\" font-size=\"7pt\" >Horizon: 1.0 days</tspan><tspan y=\"60.0\" x=\"824.0\" font-size=\"7pt\" >Lagged targets allowed</tspan></text><line x1=\"650\" y1=\"263.0\" x2=\"1073.0\" y2=\"263.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"1073.0\" y1=\"261.0\" x2=\"1073.0\" y2=\"430\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"1073.0, 440 1067.0, 430 1079.0, 430 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"230.0\" x=\"749.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"265.0\" x=\"824.0\" font-size=\"7pt\" >SalesOrderID = SalesOrderID</tspan></text><line x1=\"650\" y1=\"373.0\" x2=\"1073.0\" y2=\"373.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"1073.0\" y1=\"371.0\" x2=\"1073.0\" y2=\"430\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"1073.0, 440 1067.0, 430 1079.0, 430 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"340.0\" x=\"749.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"375.0\" x=\"824.0\" font-size=\"7pt\" >SalesOrderID = SalesOrderID</tspan></text><line x1=\"650\" y1=\"483.0\" x2=\"990\" y2=\"483.0\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"1000, 483.0 990, 477.0 990, 489.0 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"450.0\" x=\"749.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"485.0\" x=\"824.0\" font-size=\"7pt\" >SalesPersonID = SalesPersonID</tspan></text></svg></div>\n",
       "            </div>\n",
       "\n",
       "            <div style='margin-top: 15px;'>\n",
       "            <div style='margin-bottom: 10px; font-size: 1rem;'>staging</div>\n",
       "            <style>\n",
       "  th {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  td {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  th:nth-child(1) {\n",
       "    text-align: right;\n",
       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  th.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">data frames                     </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">staging table                   </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">population</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">POPULATION__STAGING_TABLE_1</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">sales_order_detail, product, special_offer</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">SALES_ORDER_DETAIL__STAGING_TABLE_2</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">sales_order_header</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">SALES_ORDER_HEADER__STAGING_TABLE_3</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">sales_order_reason</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">SALES_ORDER_REASON__STAGING_TABLE_4</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">store</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">STORE__STAGING_TABLE_5</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "            </div>\n",
       "            "
      ],
      "text/plain": [
       "population:\n",
       "  columns:\n",
       "  - RevisionNumber: categorical\n",
       "  - OnlineOrderFlag: categorical\n",
       "  - SalesPersonIDCat: categorical\n",
       "  - TerritoryIDCat: categorical\n",
       "  - ShipMethodID: categorical\n",
       "  - ...\n",
       "\n",
       "  joins:\n",
       "  - right: 'sales_order_header'\n",
       "    on: (population.CustomerID, sales_order_header.CustomerID)\n",
       "    time_stamps: (population.OrderDate, sales_order_header.OrderDate)\n",
       "    relationship: 'many-to-many'\n",
       "    horizon: 86400.0\n",
       "    lagged_targets: True\n",
       "  - right: 'sales_order_detail'\n",
       "    on: (population.SalesOrderID, sales_order_detail.SalesOrderID)\n",
       "    relationship: 'many-to-many'\n",
       "    lagged_targets: False\n",
       "  - right: 'sales_order_reason'\n",
       "    on: (population.SalesOrderID, sales_order_reason.SalesOrderID)\n",
       "    relationship: 'many-to-many'\n",
       "    lagged_targets: False\n",
       "  - right: 'store'\n",
       "    on: (population.SalesPersonID, store.SalesPersonID)\n",
       "    relationship: 'many-to-many'\n",
       "    lagged_targets: False\n",
       "\n",
       "sales_order_header:\n",
       "  columns:\n",
       "  - RevisionNumber: categorical\n",
       "  - OnlineOrderFlag: categorical\n",
       "  - SalesPersonIDCat: categorical\n",
       "  - TerritoryIDCat: categorical\n",
       "  - ShipMethodID: categorical\n",
       "  - ...\n",
       "\n",
       "sales_order_detail:\n",
       "  columns:\n",
       "  - SalesOrderID: join_key\n",
       "  - SalesOrderDetailID: join_key\n",
       "  - ProductID: join_key\n",
       "  - SpecialOfferID: join_key\n",
       "  - OrderQty: numerical\n",
       "  - ...\n",
       "\n",
       "  joins:\n",
       "  - right: 'product'\n",
       "    on: (sales_order_detail.ProductID, product.ProductID)\n",
       "    relationship: 'many-to-one'\n",
       "    lagged_targets: False\n",
       "  - right: 'special_offer'\n",
       "    on: (sales_order_detail.SpecialOfferID, special_offer.SpecialOfferID)\n",
       "    relationship: 'many-to-one'\n",
       "    lagged_targets: False\n",
       "\n",
       "product:\n",
       "  columns:\n",
       "  - MakeFlag: categorical\n",
       "  - ProductSubcategoryID: categorical\n",
       "  - ProductModelID: categorical\n",
       "  - ProductID: join_key\n",
       "  - SafetyStockLevel: numerical\n",
       "  - ...\n",
       "\n",
       "special_offer:\n",
       "  columns:\n",
       "  - Category: categorical\n",
       "  - Description: categorical\n",
       "  - Type: categorical\n",
       "  - SpecialOfferID: join_key\n",
       "  - MinQty: numerical\n",
       "  - ...\n",
       "\n",
       "sales_order_reason:\n",
       "  columns:\n",
       "  - SalesReasonID: categorical\n",
       "  - SalesOrderID: join_key\n",
       "  - ModifiedDate: unused_string\n",
       "\n",
       "store:\n",
       "  columns:\n",
       "  - SalesPersonID: join_key\n",
       "  - test: time_stamp\n",
       "  - BusinessEntityID: unused_float\n",
       "  - Name: unused_string\n",
       "  - Demographics: unused_string\n",
       "  - ..."
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm = getml.data.DataModel(sales_order_header.to_placeholder(\"population\"))\n",
    "\n",
    "dm.add(getml.data.to_placeholder(\n",
    "    product=product,\n",
    "    sales_order_detail=sales_order_detail, \n",
    "    sales_order_header=sales_order_header, \n",
    "    sales_order_reason=sales_order_reason,\n",
    "    special_offer=special_offer,\n",
    "    store=store,\n",
    "))\n",
    "\n",
    "\n",
    "dm.population.join(\n",
    "    dm.sales_order_header,\n",
    "    on=\"CustomerID\",\n",
    "    time_stamps=\"OrderDate\",\n",
    "    lagged_targets=True,\n",
    "    horizon=getml.data.time.days(1),\n",
    ")\n",
    "\n",
    "dm.population.join(\n",
    "    dm.sales_order_detail,\n",
    "    on=\"SalesOrderID\",\n",
    ")\n",
    "\n",
    "dm.population.join(\n",
    "    dm.sales_order_reason,\n",
    "    on=\"SalesOrderID\", \n",
    ")\n",
    "\n",
    "dm.population.join(\n",
    "    dm.store,\n",
    "    on=\"SalesPersonID\", \n",
    ")\n",
    "\n",
    "dm.sales_order_detail.join(\n",
    "    dm.product,\n",
    "    on=\"ProductID\",\n",
    "    relationship=getml.data.relationship.many_to_one,\n",
    ")\n",
    "\n",
    "dm.sales_order_detail.join(\n",
    "    dm.special_offer,\n",
    "    on=\"SpecialOfferID\",\n",
    "    relationship=getml.data.relationship.many_to_one,\n",
    ")\n",
    "\n",
    "dm\n",
    "\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 getML pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!-- #### 2.1.1  -->\n",
    "__Set-up the feature learner & predictor__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "fast_prop = getml.feature_learning.FastProp(\n",
    "    loss_function=getml.feature_learning.loss_functions.CrossEntropyLoss,\n",
    "    num_threads=1,    \n",
    "    num_features=400,\n",
    ")\n",
    "\n",
    "predictor = getml.predictors.XGBoostClassifier(n_jobs=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Build the pipeline__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['product', 'sales_order_detail', 'sales_order_header',\n",
       "                     'sales_order_reason', 'special_offer', 'store'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['product', 'sales_order_detail', 'sales_order_header',\n",
       "                     'sales_order_reason', 'special_offer', 'store'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop'])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1 = getml.Pipeline(\n",
    "    tags=['fast_prop'],\n",
    "    data_model=dm,\n",
    "    feature_learners=[fast_prop],\n",
    "    predictors=[predictor],\n",
    "    include_categorical=True,\n",
    ")\n",
    "\n",
    "pipe1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Checking... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "The pipeline check generated 2 issues labeled INFO and 0 issues labeled WARNING.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "  th {\n",
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       "  }\n",
       "  th.float {\n",
       "    text-align: right !important;\n",
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       "  td.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  th.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">type</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">label                 </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">message                         </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">INFO</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">FOREIGN KEYS NOT FOUND</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">When joining POPULATION__STAGING_TABLE_1 and SALES_ORDER_REASON__STAGING_TABLE_4 over &#x27;SalesOrderID&#x27; and &#x27;SalesOrderID&#x27;, there are no corresponding entries for 33.769352% of entries in &#x27;SalesOrderID&#x27; in &#x27;POPULATION__STAGING_TABLE_1&#x27;. You might want to double-check your join keys.</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">INFO</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">FOREIGN KEYS NOT FOUND</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">When joining POPULATION__STAGING_TABLE_1 and STORE__STAGING_TABLE_5 over &#x27;SalesPersonID&#x27; and &#x27;SalesPersonID&#x27;, there are no corresponding entries for 84.941548% of entries in &#x27;SalesPersonID&#x27; in &#x27;POPULATION__STAGING_TABLE_1&#x27;. You might want to double-check your join keys.</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    type   label                    message                         \n",
       "0   INFO   FOREIGN KEYS NOT FOUND   When joining POPULATION__STAGING...\n",
       "1   INFO   FOREIGN KEYS NOT FOUND   When joining POPULATION__STAGING..."
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.check(container.train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "The pipeline check generated 2 issues labeled INFO and 0 issues labeled WARNING.\n",
      "To see the issues in full, run .check() on the pipeline.\n",
      "\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Trying 563 features... 100% |██████████| [elapsed: 00:01, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 00:01, remaining: 00:00]          \n",
      "XGBoost: Training as predictor... 100% |██████████| [elapsed: 00:11, remaining: 00:00]          \n",
      "\n",
      "Trained pipeline.\n",
      "Time taken: 0h:0m:14.416546\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['product', 'sales_order_detail', 'sales_order_header',\n",
       "                     'sales_order_reason', 'special_offer', 'store'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop', 'container-wyjdFp'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['product', 'sales_order_detail', 'sales_order_header',\n",
       "                     'sales_order_reason', 'special_offer', 'store'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop', 'container-wyjdFp'])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.fit(container.train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Model evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "  th {\n",
       "    text-align: left !important;\n",
       "  }\n",
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       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
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       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"datetime\">date time          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">set used</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">target</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">accuracy</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">    auc</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">cross entropy</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2023-07-29 19:39:31</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">train</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">churn</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9151</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9722</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.219</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2023-07-29 19:39:32</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">test</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">churn</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9162</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9692</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.2279</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    date time             set used   target   accuracy       auc   cross entropy\n",
       "0   2023-07-29 19:39:31   train      churn      0.9151    0.9722          0.219 \n",
       "1   2023-07-29 19:39:32   test       churn      0.9162    0.9692          0.2279"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.score(container.test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 Features\n",
    "\n",
    "The most important features look as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```sql\n",
       "DROP TABLE IF EXISTS \"FEATURE_1_311\";\n",
       "\n",
       "CREATE TABLE \"FEATURE_1_311\" AS\n",
       "SELECT MIN( t1.\"orderdate\" - t2.\"t4__startdate\" ) AS \"feature_1_311\",\n",
       "       t1.rowid AS rownum\n",
       "FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
       "INNER JOIN \"SALES_ORDER_DETAIL__STAGING_TABLE_2\" t2\n",
       "ON t1.\"salesorderid\" = t2.\"salesorderid\"\n",
       "GROUP BY t1.rowid;\n",
       "```"
      ],
      "text/plain": [
       "'DROP TABLE IF EXISTS \"FEATURE_1_311\";\\n\\nCREATE TABLE \"FEATURE_1_311\" AS\\nSELECT MIN( t1.\"orderdate\" - t2.\"t4__startdate\" ) AS \"feature_1_311\",\\n       t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"SALES_ORDER_DETAIL__STAGING_TABLE_2\" t2\\nON t1.\"salesorderid\" = t2.\"salesorderid\"\\nGROUP BY t1.rowid;'"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.features.to_sql()[pipe1.features.sort(by=\"importances\")[0].name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "getml.engine.shutdown()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Conclusion\n",
    "\n",
    "We demonstrated how getML can be used for a classic customer churn project."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "Motl, Jan, and Oliver Schulte. \"The CTU prague relational learning repository.\" arXiv preprint arXiv:1511.03086 (2015)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
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